Been doing the drop and run since invitees were 6+.
Mostly because they have been immediately after school partues at the play centre next to the school (that is hired out for the purpose of the party). I don't feel the need to add my other 3 non-invited children to the mix.
Sometimes I know the parents hosting, sometimes I don't. Makes no difference to me